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The MLP consists of a series of operations designed to manipulate these vectors. Although the computations within an MLP are relatively straightforward compared to attention processes, interpreting their effects can be quite complex. A key goal is to elucidate how a specific fact, such as "Michael Jordan plays basketball," could be represented within this framework.
A hypothetical example simplifies this complex interaction: let’s posit that one of the dimensions in this high-dimensional space corresponds to the first name "Michael," another to "Jordan," and another to "basketball." With this structure in mind, we can analyze the operations carried out by an MLP.
Step-by-Step: How MLP Encodes Information
- Input Processing: Each vector from the tokenized input flows into the MLP.